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cs.LG2022
Private and Reliable Neural Network Inference
Nikola Jovanović, Marc Fischer, Samuel Steffen +1
Reliable neural networks (NNs) provide important inference-time reliability guarantees such as fairness and robustness. Complementarily, privacy-preserving NN inference protects th…
cs.LG2022★ 23 cited
Complete Verification via Multi-Neuron Relaxation Guided Branch-and-Bound
Claudio Ferrari, Mark Niklas Muller, Nikola Jovanovic +1
State-of-the-art neural network verifiers are fundamentally based on one of two paradigms: either encoding the whole verification problem via tight multi-neuron convex relaxations…